House Rent Prediction

There is no null values for any column in the dataset

PairPlot of Data

Univariate Analysis

Rent (our target value)

Dropping Outliers

Observations:

Mostly 2 BHK house are rented the most, as it is mostly under budget for the people and can be rented soon.

5 and 6 BHK house are put less for rent, because there is very less demand for such big spacious houses in India.

Bathrooms

Observations

Houses with 2 bathrooms are most common for the houses put up on rent

Housese with 7 and 10 bathroom quite seems inappropriate and not much of use.


City

Observation

Mumbai, followed by Chennai and Hydrabad has most number of rented houses, seems like there is very high demand considering the job corporates and other factors


Area Type

Observations

Super area houses are more put up on rent

Built area wise houses are rented less


Point Of Contact

Observation

Contact wise most have put the contact of owner only, as it directly more helps with negotiation and verification.


Tenant Preferred

Observation

It seems most rented house have no special category , they are comfortable with both bachelors and family.


Furniture

Observations:

1) Most rented houses are Semi-Furnished.

2) Also these houses are pocket friendly.


Sizes of Appartments in sq. feet

Observations:

The smallest house rented has a size of about 10 sq. feet.

The biggest house rented has a size of about 8000 sq. feet.

The Median of house rented has a size of about 850 sq. feet.


City and Rent Distribution

Observations

1) This combination of economic, social, and geographic factors makes Mumbai a hotspot for rental housing, with high demand often translating to steep prices.

2) Cities like Banglore, Delhi, Chennai, Hyderabad having equal amount of rent.

3) Kolkata is not that flourished in terms of job opportunities and life style as compared to other cities.


Sunburst Chart